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Using neural networks to study networks of scientific journals

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Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/asi.4630230508openalex-snapshot
Interrelationships of scientific journals
inferredcites →https://doi.org/10.1002/asi.4630240604openalex-snapshot
Clustering of scientific journals
inferredcites →https://doi.org/10.1002/asi.4630360103openalex-snapshot
Structural equivalence in a journal network
inferredcites →https://doi.org/10.1002/asi.4630360611openalex-snapshot
Structural equivalence in a psychology journal network
inferredcites →https://doi.org/10.1002/qsar.19910100103openalex-snapshot
An Application of Unsupervised Neural Network Methodology Kohonen Topology‐Preserving Mapping to QSAR Analysis
inferredcites →https://doi.org/10.1007/bf00203171openalex-snapshot
Self-organizing semantic maps
inferredcites →https://doi.org/10.1007/bf00205972openalex-snapshot
Convergence properties of Kohonen's topology conserving maps: fluctuations, stability, and dimension selection
inferredcites →https://doi.org/10.1007/bf00317973openalex-snapshot
Analysis of a simple self-organizing process
inferredcites →https://doi.org/10.1007/bf00337288openalex-snapshot
Self-organized formation of topologically correct feature maps
inferredcites →https://doi.org/10.1007/bf02016631openalex-snapshot
A revised measure of standing of journals in stratified networks
inferredcites →https://doi.org/10.1007/bf02016789openalex-snapshot
Macro-level changes in the structure of co-citation clusters: 1983–1989
inferredcites →https://doi.org/10.1007/bf02016799openalex-snapshot
The neural net of neural network research
inferredcites →https://doi.org/10.1007/bf02017157openalex-snapshot
Clustering thescience citation index ® using co-citations
inferredcites →https://doi.org/10.1007/bf02017235openalex-snapshot
The development of frames of references
inferredcites →https://doi.org/10.1007/bf02018057openalex-snapshot
Clustering the science citation index using co-citations. II. Mapping science
inferredcites →https://doi.org/10.1007/bf02019162openalex-snapshot
Journal ranking by different parameter. Part I. Collectivity and selective collectivity: Two ranking parameters reflecting the structure of a journal network
inferredcites →https://doi.org/10.1007/bf02134324openalex-snapshot
Citation analysis of physics journals: Comparison of subfields of physics
inferredcites →https://doi.org/10.1007/bf02279351openalex-snapshot
Various methods for the mapping of science
inferredcites →https://doi.org/10.1007/bf02687210openalex-snapshot
Four programs of research in scientific communication
inferredcites →https://doi.org/10.1016/0306-4573(94)90021-3openalex-snapshot
A measure of standing for citation networks within a wider environment
inferredcites →https://doi.org/10.1016/0364-0213(91)80016-xopenalex-snapshot
A Modular Neural Network Model of Concept Acquisition
inferredcites →https://doi.org/10.1016/0378-8733(87)90021-9openalex-snapshot
Triangulation as a research strategy for identifying invisible colleges among biomedical scientists
inferredcites →https://doi.org/10.1016/0378-8733(89)90017-8openalex-snapshot
Connectivity in a citation network: The development of DNA theory
inferredcites →https://doi.org/10.1016/0893-6080(89)90001-4openalex-snapshot
Topology-conserving maps for learning visuo-motor-coordination
inferredcites →https://doi.org/10.1016/0893-6080(94)90014-0openalex-snapshot
Introduction to the theory of neural computation
inferredcites →https://doi.org/10.1021/ci60010a003openalex-snapshot
Influence and Interrelationship of Chemical Journals
inferredcites →https://doi.org/10.1086/601770openalex-snapshot
The Paper Trails of Scholarship: Mapping the Literature of Genetics
inferredcites →https://doi.org/10.1109/5.58325openalex-snapshot
The self-organizing map
inferredcites →https://doi.org/10.1109/icnn.1988.23838openalex-snapshot
Kohonen's self-organizing maps: exploring their computational capabilities
inferredcites →https://doi.org/10.1111/j.1468-2958.1988.tb00184.xopenalex-snapshot
Citation Networks of Communication Journals, 1977?1985 Cliques and Positions, Citations Made and Citations Received
inferredcites →https://doi.org/10.1126/science.149.3683.510openalex-snapshot
Networks of Scientific Papers
inferredcites →https://doi.org/10.1177/016555158501100402openalex-snapshot
The geography of science: disciplinary and national mappings
inferredcites →https://doi.org/10.1177/016555158801400106openalex-snapshot
Journal citation measures: a concise review
inferredcites →https://doi.org/10.1177/016555159001600305openalex-snapshot
A clustering method using the strength of citation
inferredcites →https://doi.org/10.1177/016555159001600402openalex-snapshot
Integrating multiple sources of information in literature-based maps of science
inferredcites →https://doi.org/10.1177/030631291021001005openalex-snapshot
In Search of Epistemic Networks

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-642-18129-0_72openalex-snapshot
The Topic Analysis of Hospice Care Research Using Co-word Analysis and GHSOM
inferred← citeshttps://doi.org/10.1007/bf02457968openalex-snapshot
Artificial neural network technology for the classification and cartography of scientific and technical information
inferred← citeshttps://doi.org/10.1007/s11192-005-0255-6openalex-snapshot
Mapping the backbone of science
inferred← citeshttps://doi.org/10.1007/s12053-016-9470-7openalex-snapshot
Mapping energy-efficient technological advances in home appliances
inferred← citeshttps://doi.org/10.1016/j.ipm.2003.10.007openalex-snapshot
Self-organizing maps of Web spaces based on formal characteristics
inferred← citeshttps://doi.org/10.1023/a:1010537316758openalex-snapshot
Using artificial neural networks for mapping of scienceand technology: A multi-self-organizing-maps approach
inferred← citeshttps://doi.org/10.1080/09737766.2008.10700853openalex-snapshot
Scientometrics Today: A Methodological Overview
inferred← citeshttps://doi.org/10.1109/ijcnn.2005.1556111openalex-snapshot
Multi-topographic neural network communication and generalization for multi-viewpoint analysis
inferred← citeshttps://doi.org/10.1177/0165551506059226openalex-snapshot
A connectionist and multivariate approach to science maps: the SOM, clustering and MDS applied to library and information science research
inferred← citeshttps://doi.org/10.1515/libr.2002.99openalex-snapshot
Methods for the Analysis of the Uses of Scientific Information: The Case of the University of Extremadura (1996–7)
inferred← citeshttps://doi.org/10.18046/j.estger.2005.174openalex-snapshot
ORGANIZACIONES VIRTUALES Y REDES NEURONALES: ALGUNAS SIMILITUDES
inferred← citeshttps://doi.org/10.22201/iibi.0187358xp.2001.30.3968openalex-snapshot
Inteligencia Artificial y Documentación
inferred← citeshttps://doi.org/10.3115/1119303.1119305openalex-snapshot
Intelligent patent analysis through the use of a neural network
inferred← citeshttps://doi.org/10.3989/redc.2002.v25.i3.107openalex-snapshot
El sistema de revisión por expertos (peer review): muchos problemas y pocas soluciones
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